| Literature DB >> 33927209 |
Anubhav Pratap-Singh1, Yigong Guo2, Sofia Lara Ochoa3, Farahnaz Fathordoobady2, Anika Singh2.
Abstract
This paper theorizes the existence of a constant optimum ultrasound process time for any size-reduction operation, independent of process parameters, and dependent on product parameters. We test the concept using the case of 'ultrasonic preparation of oil-in-water nanoemulsions' as model system. The system parameters during ultrasonication of a hempseed oil nanoemulsion was evaluated by a response surface methodology, comprising lecithin and poloxamer-188 as surfactants. Results revealed that the particle size and emulsion stability was affected significantly (p < 0.05) by all product parameters (content of hempseed oil-oil phase, lecithin and polaxamer-surfactants); but was not significantly (p > 0.05) affected by process parameter ('ultrasonication process time'). Next, other process parameters (emulsion volume and ultrasonic amplitude) were tested using kinetic experiments. Magnitude of particle size reduction decreased with increasing 'ultrasonication process time' according to a first order relationship, until a minimum particle size was reached; beyond which ultrasonication no longer resulted in detectable decrease in particle size. It was found that the optimal ultrasonication process time (defined as time taken to achieve 99% of the 'maximum possible size reduction') was 10 min, and was roughly constant regardless of the process parameters (sample volume and ultrasonic amplitude). Finally, the existence of this constant optimal ultrasonication process time was proven for another emulsion system (olive oil and tween 80). Based on the results of these case studies, it could be theorized that a constant optimum ultrasonication process time exists for the ultrasonication-based size-reduction processes, dependent only on product parameters.Entities:
Year: 2021 PMID: 33927209 PMCID: PMC8085214 DOI: 10.1038/s41598-021-87642-9
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Central Composite Rotatable Design (CCRD) and corresponding ANOVA analysis.
| Std Order | Factor 1 | Factor 2 | Factor 3 | Factor 4 D:Time (min) | Particle size (nm) |
|---|---|---|---|---|---|
| 1 | 5 | 1 | 0 | 5 | 263.9 |
| 2 | 10 | 1 | 0 | 5 | 362.8 |
| 3 | 5 | 5 | 0 | 5 | 253.1 |
| 4 | 10 | 5 | 0 | 5 | 383.6 |
| 5 | 5 | 1 | 5 | 5 | 212.5 |
| 6 | 10 | 1 | 5 | 5 | 280 |
| 7 | 5 | 5 | 5 | 5 | 208.3 |
| 8 | 10 | 5 | 5 | 5 | 283.7 |
| 9 | 5 | 1 | 0 | 20 | 423.1 |
| 10 | 10 | 1 | 0 | 20 | 343.8 |
| 11 | 5 | 5 | 0 | 20 | 277.8 |
| 12 | 10 | 5 | 0 | 20 | 505.5 |
| 13 | 5 | 1 | 5 | 20 | 294.1 |
| 14 | 10 | 1 | 5 | 20 | 210.9 |
| 15 | 5 | 5 | 5 | 20 | 179.9 |
| 16 | 10 | 5 | 5 | 20 | 220.4 |
| 17 | 7.5 | 3 | 2.5 | 12.5 | 201.8 |
| 18 | 7.5 | 3 | 2.5 | 12.5 | 202.6 |
| 19 | 7.5 | 3 | 2.5 | 12.5 | 192.4 |
| 20 | 7.5 | 3 | 2.5 | 12.5 | 200.3 |
| 21 | 2.5 | 3 | 2.5 | 12.5 | 162.9 |
| 22 | 12.5 | 3 | 2.5 | 12.5 | 274.7 |
| 23 | 7.5 | 0 | 2.5 | 12.5 | 223.7 |
| 24 | 7.5 | 7 | 2.5 | 12.5 | 198.7 |
| 25 | 7.5 | 3 | 0 | 12.5 | 332.1 |
| 26 | 7.5 | 3 | 7.5 | 12.5 | 194 |
| 27 | 7.5 | 3 | 2.5 | 0 | 345.5 |
| 28 | 7.5 | 3 | 2.5 | 27.5 | 175.4 |
| 29 | 7.5 | 3 | 2.5 | 12.5 | 206.6 |
| 30 | 7.5 | 3 | 2.5 | 12.5 | 191.8 |
Figure 1Optimal nanoemulsion characterization (particle size distribution; zeta potential distribution; and TEM images).
Parameters of the three mathematical models tested.
| Model | Zero-order model | First-order model | Second-order model | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Volume/mL | Amplitude/% | a | b | R2 | a | b | c | R2 | a | b | c | R2 |
| 25 | − 1.481 ± 1.573 | 336.0 ± 38.8 | 0.3058 | 162.8 ± 11.0 | 0.2718 ± 0.0774 | 270.0 ± 4.2 | 0.9910 | 143.5 ± 81.4 | − 9962 ± 80 | 299.6 ± 29.2 | 0.6528 | |
| 5 | 50 | − 3.941 ± 3.523 | 340.3 ± 87.2 | 0.3832 | 375.6 ± 37.1 | 0.2819 ± 0.0945 | 156.4 ± 15.1 | 0.9813 | 331.9 ± 204.6 | − 9928 ± 10,133 | 247.6 ± 73.9 | 0.6120 |
| 100 | − 2.433 ± 2.211 | 302.6 ± 54.7 | 0.3753 | 238.6 ± 57.2 | 0.2067 ± 0.1315 | 173.9 ± 18.8 | 0.9146 | 227.5 ± 104.5 | − 10,020 ± 440 | 243.5 ± 37.3 | 0.7391 | |
| 25 | − 3.857 ± 3.064 | 366.2 ± 75.8 | 0.4404 | 326.6 ± 39.2 | 0.2982 ± 0.0861 | 189.9 ± 18.1 | 0.9724 | 288.6 ± 199.9 | − 9938 ± 1203 | 278.5 ± 71.7 | 0.5550 | |
| 10 | 50 | − 3.422 ± 4.04 | 395.4 ± 99.9 | 0.2627 | 404.0 ± 21.1 | 0.4300 ± 0.0573 | 261.8 ± 8.2 | 0.9946 | 354.4 ± 208.3 | − 9922 ± 7867 | 309.4 ± 74.9 | 0.6342 |
| 100 | − 3.704 ± 3.675 | 401.0 ± 90.9 | 0.3352 | 393.9 ± 42.3 | 0.2241 ± 0.1415 | 201.8 ± 15.7 | 0.9774 | 364.3 ± 171.1 | − 9816 ± 6136 | 309.6 ± 60.9 | 0.7301 | |
| 25 | − 4.475 ± 3.069 | 411.7 ± 75.9 | 0.5136 | 340.7 ± 61.0 | 0.2211 ± 0.1159 | 189.2 ± 29.7 | 0.9396 | 312.7 ± 212.6 | − 9844 ± 7786 | 311.8 ± 76.7 | 0.5646 | |
| 20 | 50 | − 3.910 ± 4.241 | 375.3 ± 104.9 | 0.2967 | 439.9 ± 29.4 | 0.3560 ± 0.0811 | 208.7 ± 11.1 | 0.9912 | 399.7 ± 203.2 | − 9826 ± 12,980 | 277.5 ± 72.7 | 0.6981 |
| 100 | − 3.013 ± 3.122 | 380.7 ± 77.2 | 0.3163 | 326.3 ± 27.6 | 0.3291 ± 0.0995 | 251.6 ± 10.5 | 0.9860 | 290.2 ± 160.6 | − 9874 ± 5280 | 306.8 ± 56.7 | 0.6605 | |
| 25 | − 5.011 ± 3.225 | 448.0 ± 79.7 | 0.5450 | 367.6 ± 78.7 | 0.1880 ± 0.1413 | 166.8 ± 37.8 | 0.9157 | 337.9 ± 232.4 | − 9909 ± 12,230 | 337.2 ± 83.0 | 0.5582 | |
| 30 | 50 | − 3.910 ± 2.881 | 344.7 ± 71.3 | 0.4776 | 315.7 ± 39.7 | 0.2535 ± 0.0867 | 151.9 ± 18.6 | 0.9697 | 277.8 ± 197.2 | − 9930 ± 9660 | 257.0 ± 71.0 | 0.5431 |
| 100 | − 2.840 ± 2.935 | 380.2 ± 72.6 | 0.3172 | 309.7 ± 25.6 | 0.2657 ± 0.1037 | 245.9 ± 9.5 | 0.9866 | 283.3 ± 139.6 | − 9876 ± 3835 | 309.7 ± 50.0 | 0.7110 | |
| 25 | − 6.506 ± 4.194 | 581.0 ± 103.7 | 0.5445 | 464.7 ± 42.4 | 0.4183 ± 0.0368 | 305.7 ± 27.0 | 0.9827 | 290.9 ± 393.9 | − 9902 ± 6270 | 449.4 ± 141.2 | 0.2450 | |
| 50 | 50 | − 4.900 ± 4.415 | 416.5 ± 109.2 | 0.3795 | 471.7 ± 72.5 | 0.2566 ± 0.1624 | 183.6 ± 28.5 | 0.9553 | 438.0 ± 231.1 | − 9798 ± 7553 | 299.2 ± 83.4 | 0.6827 |
| 100 | − 4.262 ± 4.436 | 372.8 ± 109.7 | 0.3142 | 467.4 ± 64.2 | 0.2658 ± 0.1875 | 161.7 ± 23.5 | 0.9635 | 442.9 ± 190.0 | − 9773 ± 8472 | 265.6 ± 67.2 | 0.7116 | |
Figure 2(a) Correlation curves between processing time and particle size of samples with different volumes under various ultrasonic amplitudes. (b) Correlation curves between Topt and τ % (red shows samples processed at 25% amplitude; green shows samples processed at 50% amplitude; and blue shows samples processed at 100% amplitude).
Topt of samples with different volumes under various amplitudes.
| Sample volume | Topt_25% (min) | Topt_50% (min) | Topt_100% (min) | Topt_average (min) |
|---|---|---|---|---|
| 5 ml | 10.6 ± 0.8 | 9.7 ± 0.6 | 10.6 ± 0.9 | 10.3 ± 0.5 |
| 10 ml | 9.5 ± 0.7 | 10.4 ± 0.5 | 10.2 ± 0.3 | 10.0 ± 0.5 |
| 20 ml | 10.6 ± 0.4 | 9.3 ± 0.2 | 9.7 ± 0.8 | 9.9 ± 0.7 |
| 30 ml | 10.1 ± 0.1 | 9.7 ± 0.7 | 10.4 ± 0.2 | 10.1 ± 0.4 |
| 50 ml | 9.9 ± 0.1 | 10.1 ± 0.6 | 9.6 ± 0.2 | 9.9 ± 0.3 |
| 500 ml | 10.4 ± 0.4 | 10.1 ± 0.6 | 10.3 ± 0.5 | 10.3 ± 0.1 |
Figure 3Particle size distribution of emulsion samples with different processing times. (blue shows pre-emulsion before ultrasound processing; red shows emulsion processed for 10 min; yellow shows optimized emulsion processed for 21.74 min; and green shows emulsion processed for 60 min).
First-order regression parameters of the olive oil-tween 80 nanoemulsions with different volumes under various ultrasonic amplitudes, along with their Topt.
| Model | First-order model | ||||||
|---|---|---|---|---|---|---|---|
| Volume / mL | Amplitude / % | a | b | c | R2 | ||
| 5 | 25 | 1200.0 ± 54.1 | 0.459 ± 54.1 | 217.0 ± 4.2 | 0.9486 | ||
| 50 | 1241.0 ± 37.1 | 0.406 ± 0.0945 | 209.1 ± 15.1 | 0.9114 | |||
| 100 | 1306.0 ± 57.2 | 0.399 ± 0.1315 | 242.6 ± 18.8 | 0.9340 | |||
| 50 | 25 | 1348.0 ± 61.0 | 0.314 ± 0.1159 | 237.3 ± 29.7 | 0.966 | ||
| 50 | 1104.0 ± 29.4 | 0.508 ± 0.0811 | 217.5 ± 11.1 | 0.9789 | |||
| 100 | 1264.0 ± 27.6 | 0.411 ± 0.0995 | 187.4 ± 10.5 | 0.9457 | |||
| 500 | 25 | 544.1 ± 42.4 | 0.720 ± 0.0368 | 693.5 ± 27.0 | 0.9794 | ||
| 50 | 759.0 ± 72.5 | 0.664 ± 0.1624 | 402.5 ± 28.5 | 0.9331 | |||
| 100 | 1005.0 ± 64.2 | 0.457 ± 0.1875 | 300.3 ± 23.5 | 0.9844 | |||
Figure 4(a) Optimal nanoemulsion characterization, (b) Processing steps of the hemp seed oil nanoemulsion.